The Seven AI Patterns: A Practical Playbook
How to classify problems as probabilistic AI vs deterministic automation.
8 min read
Practitioner guides on AI strategy, governance, pilot delivery, and ROI.
How to classify problems as probabilistic AI vs deterministic automation.
Embedding fairness, transparency, and bias detection into every lifecycle phase.
Multi-agent orchestration patterns and where they outperform single-LLM systems.
From gradient-boosted models to causal uplift in real supply networks.
Sensor fusion, survival models, and deployment patterns.
Contextual bandits, embeddings, and merchandising loops.
What separates pilots that scale from POCs that die.
Cost reduction, revenue uplift, risk-adjusted value.